zszazi / Deep Learning In Cloud
Licence: mit
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☁️☁️Deep-learning-in-cloud☁️☁️
Ever had a laptop 💻 which is not powerful enough to run your models , forget about it and use Cloud GPUs ☁️ to train your model faster and cheaper cuz its raining 💦 Cloud GPUs
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Also get to know where you can deploy your model to serve millions of people
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🆕 List of MLOps Platforms for complete Machine Learning LifeCycle ♻️
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Check out the free credits and Perks/offer section to get some free gpu hours
Last updated : 28 February 2021
Deploy your model as a Web app
Have an idea and want to serve to world 🌎 , create a Webapp and deploy it as a flask , Django etc
| # | Vendor | Website | Pricing | Free Trial / Free Credits |
|---|---|---|---|---|
| 1 | Deta | https://www.deta.sh/ | pricing 🏷 | Free plan available |
| 2 | Digital Ocean | https://www.digitalocean.com | Pay as you go | Free $100 credits with github student pack |
| 3 | Glitch | https://glitch.com | - | - |
| 4 | Heroku | https://www.heroku.com | pricing 🏷 | Free plan (model<500MB) |
| 5 | PythonEverywhere | https://www.pythonanywhere.com/ | pricing 🏷 | Free Beginner Account Available |
| 6 | Render | https://render.com | pricing 🏷 | - |
| 7 | Streamlit For Teams | https://www.streamlit.io/ | pricing 🏷 | Currently in Beta ( Streamlit Cloud Tool ) |
| 8 | Zeit | https://zeit.co | pricing 🏷 | Free plan available |
MLOps Platforms
A Beautiful marriage 💍 between Machine Learning and DevOps ( A Match Made in Heaven )
Working on Serious Enterprise Level projects that has potential to serve millions of people and make 💰 , leave it to the power ⚡️ of DevOps to manage your Machine Learning LifeCycle
| # | Project / Platform | Website | Pricing | Free Trial / Free Credits |
|---|---|---|---|---|
| 1 | Allegro | https://www.allegro.ai/ | pricing 🏷 - for enterprise | Open Source & Enterprise Version |
| 2 | Iguazio | https://www.iguazio.com/mlops/ | - | 14 Day Free Trial |
| 3 | Algorithmia | https://algorithmia.com/ | pricing 🏷 | - |
| 4 | Amazon Sagemaker | https://aws.amazon.com/sagemaker/ | pricing 🏷 | Available for free as part of AWS Free Tier |
| 5 | MLFlow | https://mlflow.org/ | - | Open Source |
| 6 | DataRobot | https://www.datarobot.com/platform/mlops/ | - | $500 of free usage credits across products |
| 7 | Google Cloud AI Platform | https://cloud.google.com/ai-platform/ | pricing 🏷 | - |
| 8 | Gradient from Paperspace | https://gradient.paperspace.com/ | pricing 🏷 | Free GPUs by Gradient |
| 9 | Ezmeral from HP | Solution from HP | - | |
| 10 | Flyte | https://flyte.org/ | - | Open Source Link |
| 11 | Seldon Core | https://www.seldon.io/tech/products/core/ | - | - |
| 12 | Cnvrg | https://cnvrg.io/platform/mlops/ | pricing 🏷 | - |
| 13 | Akira.ai | https://www.akira.ai/mlops-platform/ | pricing 🏷 | - |
| 14 | Neu.ro | https://neu.ro/ | - | - |
| 15 | Algo | https://www.algomox.com/mlops/ | - | Free Edition Available |
| 16 | MLOps.Cloud | https://www.mlops.cloud/ | pricing 🏷 | - |
| 17 | KubeFlow ( for k8s ) | https://www.kubeflow.org/ | - | Open Source Link |
Perks and offers
If you are a student or researcher you can get extra credts , contact the provider
- Paperspace provides $10 of free Gradient° credit fast.ai link
- Do you have a GPU lying around rent your machine to Earn money using Vast.ai*
- Test Drive Nvidia GPU link
- Google Cloud Research program - gives $5000+ credits link
- AWS Cloud Credits for Research -link
- Nvidia GPU Grant Program- link
- If you are a Startup then google has you covered wth Startup Program giving you credits from $1000 to $100000 - link
- Google giving cluster of 1000 TPUs to researcher In total, this cluster delivers a total of more than 180 petaflops of raw compute power! techcrunch link - application link
- Google cloud Education Grant - link
- Github Education pack - along with many offers has upto $110 credits for AWS - link
- Watch out on fast.ai Forums to get coupon code for free credits
- Valohai gives you an researcher license for students and researchers
- Want to use a Super Computer but don't have one, go for Golem - Golem is a decentralized marketplace for computing power. It enables CPUs and GPUs to connect in a peer-to-peer network, enabling both application owners and individual users to rent resources from other users machines, so turbo charge your next model training.
- Hostkey provides grants for research, startups and competition winners link
* Notes
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Google colab and Kaggle kernels have limited session time
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Most of the gpu providers run on top of AWS , GCP etc so may have more or less same pricing as the latter
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Information given above is best to my searching ability , you may recheck with the provider for pricing and other info
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